{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import gzip\n",
    "import os\n",
    "% matplotlib inline\n",
    "plt.ion()\n",
    "\n",
    "import sys\n",
    "sys.path.append('../../')\n",
    "import logomaker"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Saliency data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load saliency data\n",
    "with logomaker.open_example_datafile('nn_saliency_values.txt') as f:\n",
    "    saliency_data_df = pd.read_csv(f, comment='#', sep='\\t')\n",
    "    \n",
    "# preview dataframe\n",
    "saliency_data_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create saliency matrix\n",
    "saliency_mat_df = logomaker.saliency_to_matrix(seq=saliency_data_df['character'], \n",
    "                                               values=saliency_data_df['value'])\n",
    "\n",
    "# show logo\n",
    "logomaker.Logo(saliency_mat_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CRP binding sites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load CRP binding sites\n",
    "with logomaker.open_example_datafile('crp_sites.fa', print_description=False) as f:\n",
    "    lines = f.readlines()\n",
    "    \n",
    "# preview loaded file\n",
    "print(''.join(lines[:20]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract binding site sequences from FASTA lines\n",
    "seqs = [seq.strip() for seq in lines if ('#' not in seq) and ('>') not in seq]\n",
    "\n",
    "# preview sequences\n",
    "seqs[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create counts matrix\n",
    "crp_counts_df = logomaker.alignment_to_matrix(sequences=seqs, to_type='counts')\n",
    "\n",
    "# show logo\n",
    "logomaker.Logo(crp_counts_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create probability matrix\n",
    "crp_prob_df = logomaker.alignment_to_matrix(sequences=seqs, to_type='probability')\n",
    "\n",
    "# show logo\n",
    "logomaker.Logo(crp_prob_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# set GC content of E. coli genome;\n",
    "# from https://bionumbers.hms.harvard.edu/bionumber.aspx?id=100528\n",
    "gc = .508 \n",
    "\n",
    "# format as background array\n",
    "background = [(1-gc)/2, gc/2, gc/2, (1-gc)/2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create information matrix\n",
    "crp_info_df = logomaker.alignment_to_matrix(sequences=seqs, \n",
    "                                            to_type='information', \n",
    "                                            background=background)\n",
    "\n",
    "# show logo\n",
    "logomaker.Logo(crp_info_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create counts matrix\n",
    "crp_weight_df = logomaker.alignment_to_matrix(sequences=seqs, \n",
    "                                              to_type='weight', \n",
    "                                              background=background,\n",
    "                                              center_weights=True)\n",
    "\n",
    "# show logo\n",
    "logomaker.Logo(crp_weight_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WW information matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# \n",
      "# WW domain alignment in FASTA format.\n",
      "# From PFAM, RP15 (4025)\n",
      "# http://pfam.xfam.org/family/PF00397#tabview=tab3\n",
      "# \n",
      "# References\n",
      "# \n",
      "# Finn RD et al. (2014) Pfam: the protein families database.\n",
      "# Nucl Acids Res. 42(Database issue):D222–30.\n",
      "# \n",
      ">B7G9D5/250-280\n",
      "LPPQW..TEA.VDVDT...GKFYFVHVET.......KETRWERP\n",
      ">B7G9D5/328-356\n",
      "--PGW..TAT.VDPAS...GRTYYYHAAT.......GETRWEPP\n",
      ">B7G9D5/387-417\n",
      "LPSGW..VEQ.TDPSS...GRPYYYHNAS.......NLTQWERP\n",
      ">B7G9D5/503-533\n",
      "LPAGW..VAA.NDPSS...GRTYYYHAES.......GVTSWNPP\n",
      ">B7G9D5/626-656\n",
      "LPNGW..QEL.VDPSS...GSTYYYNEVN.......GTTSWDRP\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# load ww alignment\n",
    "with logomaker.open_example_datafile('ww_sequences.fa', print_description=False) as f:\n",
    "    lines = f.readlines()\n",
    "    \n",
    "# preview loaded file\n",
    "print(''.join(lines[:20]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['LPPQW..TEA.VDVDT...GKFYFVHVET.......KETRWERP',\n",
       " '--PGW..TAT.VDPAS...GRTYYYHAAT.......GETRWEPP',\n",
       " 'LPSGW..VEQ.TDPSS...GRPYYYHNAS.......NLTQWERP',\n",
       " 'LPAGW..VAA.NDPSS...GRTYYYHAES.......GVTSWNPP',\n",
       " 'LPNGW..QEL.VDPSS...GSTYYYNEVN.......GTTSWDRP',\n",
       " 'LPEGW..VEL.VHESS...GKTYYFHAED.......NVTSWEQP',\n",
       " 'LPQGW..IEA.VDPST...EATYYINEVE.......GITSWERP',\n",
       " 'LPPGW..AKL.THPDS...GDAYYYNEAT.......NATSWDIP',\n",
       " '--TGW..EAL.VDEAS...GAIYYYNKLD.......GTSSWERP',\n",
       " 'LPEGW..IEV.MDPNS...GSVYYFNEVD.......GTSSWDKP']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract ww domain sequences\n",
    "seqs = [seq.strip().upper() for seq in lines if ('#' not in seq) and ('>') not in seq]\n",
    "\n",
    "# preview sequences\n",
    "seqs[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<logomaker.src.Logo.Logo at 0x10546ea90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MuAQpfQLmO9k3eBpxkvcgRkBkRVukPmC6NO47dooj/lAroOuevoinE1Pyhdfg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6cnDi3N2XsuXX2wa+hM4qxwzo89hvtVf9x6+9PxBQ8qhtihN+lJV93gp7TlROqiyGmYQ5VnsnEK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\nWCwV5v8AAS5XTPQFra8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create counts matrix\n",
    "ww_counts_df = logomaker.alignment_to_matrix(sequences=seqs, to_type='counts', characters_to_ignore='.-X')\n",
    "\n",
    "# show full ww counts\n",
    "logomaker.Logo(ww_counts_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<logomaker.src.Logo.Logo at 0x118250fd0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ft49RRajAs1P/gY/mf4aP5n+Gr0/7FstPX40xGWOZ+66Lg4CFYLvuWvDFKicYeFaobSwo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TP3AJW7aln0wBr6np9Nn7OzW21avvgTNWkMxJ8lRXmMgIWAXtDzxJCnffqqQIgH6/EuLvAPCM06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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# filter base on counts\n",
    "num_seqs = ww_counts_df.sum(axis=1)\n",
    "pos_to_keep = num_seqs > len(seqs)/2\n",
    "ww_counts_df = ww_counts_df[pos_to_keep]\n",
    "ww_counts_df.reset_index(drop=True, inplace=True)\n",
    "\n",
    "# show cropped ww counts logo\n",
    "logomaker.Logo(ww_counts_df, color_scheme='dmslogo_funcgroup')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<logomaker.src.Logo.Logo at 0x11864acc0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ikgMEBCUpIyPaJ2wjOCEkBcDbAG6llLb5b6eUPkspnUYpnUbSEkM0DTHHpvko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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# transform to information matrix\n",
    "ww_info_df = logomaker.transform_matrix(ww_counts_df, \n",
    "                                        from_type='counts', \n",
    "                                        to_type='information')\n",
    "\n",
    "# show logo\n",
    "logomaker.Logo(ww_info_df, color_scheme='dmslogo_funcgroup')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5'ss probability matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load sequence dataframe\n",
    "with logomaker.open_example_datafile('ss_sequences.txt', print_description=False) as f:\n",
    "    seq_df = pd.read_csv(f, delim_whitespace=True, comment='#')\n",
    "    \n",
    "# preview sequence dataframe\n",
    "seq_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute probability matrix\n",
    "prob_df = logomaker.alignment_to_matrix(sequences=seq_df['sequence'], \n",
    "                                        counts=seq_df['count'],\n",
    "                                        to_type='probability',\n",
    "                                        pseudocount=0)\n",
    "\n",
    "# show probability logo\n",
    "logomaker.Logo(prob_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ARS enrichment matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load ars selection data\n",
    "with logomaker.open_example_datafile('ars_sequences.txt.gz', print_description=False) as f:\n",
    "    ars_df = pd.read_csv(f, sep='\\t', comment='#')\n",
    "\n",
    "# preview ars_df\n",
    "ars_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute library probability matrix\n",
    "lib_df = logomaker.alignment_to_matrix(sequences=ars_df['sequence'], \n",
    "                                       counts=ars_df['library_ct'], \n",
    "                                       to_type='probability')\n",
    "\n",
    "# preview library probability matrix\n",
    "lib_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute selected probability matrix\n",
    "sel_df = logomaker.alignment_to_matrix(sequences=ars_df['sequence'], \n",
    "                                       counts=ars_df['selected_ct'], \n",
    "                                       to_type='probability')\n",
    "\n",
    "# preview selected probability matrix\n",
    "sel_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute enrichment matrix, center values, and reverse-complement\n",
    "enrichment_df = np.log2(sel_df/lib_df)\n",
    "enrichment_df = logomaker.transform_matrix(enrichment_df, center_values=True)\n",
    "enrichment_df.loc[:,:] = enrichment_df.values[::-1,::-1]\n",
    "\n",
    "# show enrichment logo\n",
    "logo = logomaker.Logo(enrichment_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "logomaker.list_font_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "anaconda_kernel",
   "language": "python",
   "name": "anaconda_kernel"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
